网络中的嵌套性:一个理论模型及其若干应用

Nestedness in networks: A theoretical model and some applications

Theoretical Economics · 2014
被引 215 · 同刊同年前 4%
人大 AABS 4

中文导读

提出了一个动态网络形成模型,基于代理的中心性形成链接且链接寿命呈指数分布,解释了真实网络中的嵌套性,并通过随机稳定性分析得出网络收敛于嵌套分割图,其拓扑性质与真实网络匹配,四个数据集验证了模型拟合良好。

Abstract

We develop a dynamic network formation model that can explain the observed nestedness in real-world networks. Links are formed on the basis of agents' centrality and have an exponentially distributed life time. We use stochastic stability to identify the networks to which the network formation process converges and find that they are nested split graphs. We completely determine the topological properties of the stochastically stable networks and show that they match features exhibited by real-world networks. Using four different network datasets, we empirically test our model and show that it fits well the observed networks.

网络嵌套性动态网络形成随机稳定性嵌套分割图